Multi-modal Forgery Detection and Grounding on MDSM USA
88.8AccuracyAMD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AMDSetting=Tr. on Guardian2025.05 | 88.8 | 53.05 | 52.51 | |
| FKA-OwlSetting=Tr. on Guardian2025.05 | 80.9 | 51.8 | 50.93 | |
| AMDSetting=Tr. on NYT2025.05 | 78.56 | 68.49 | 55.17 | |
| FKA-OwlSetting=Tr. on NYT2025.05 | 78 | 44.45 | 50.73 | |
| HAMMER++Setting=Tr. on Guardian2025.05 | 75.36 | 48.77 | 47.13 | |
| HAMMERSetting=Tr. on Guardian2025.05 | 74.78 | 50.76 | 43.4 | |
| HAMMERSetting=Tr. on NYT2025.05 | 71.52 | 41.17 | 13.74 | |
| ViLTSetting=Tr. on NYT2025.05 | 70.34 | 36.45 | 21.48 | |
| ViLTSetting=Tr. on Guardian2025.05 | 70.34 | 46.24 | 37.68 | |
| HAMMER++Setting=Tr. on NYT2025.05 | 67.18 | 37.58 | 10.76 | |
| Gemini-2.0Setting=Zero-Shot2025.05 | 29.6 | 38.29 | 1.4 | |
| Qwen2.5-VLSetting=Zero-Shot2025.05 | 24.66 | 40.6 | 0 | |
| GPT-4oSetting=Zero-Shot2025.05 | 24.62 | 39.88 | 1.37 | |
| Qwen2-a22bSetting=Zero-Shot2025.05 | 22.87 | 39.17 | 0.1 |